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Bank misconduct and online lending

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  • Bertsch, Christoph
  • Hull, Isaiah
  • Qi, Yingjie
  • Zhang, Xin

Abstract

We introduce a high quality proxy for bank misconduct that is constructed from Consumer Financial Protection Bureau (CFPB) complaint data. We employ this proxy to measure the impact of bank misconduct on the expansion of online lending in the United States. Using nearly complete loan and application data from the online lending market, we demonstrate that bank misconduct is associated with a statistically and economically significant increase in online lending demand at the state and county levels. This result is robust to the inclusion of bank credit supply shocks and holds for both broader and more narrowly-defined bank misconduct‘ measures. Furthermore, we show that this effect is strongest for lower rated borrowers and weakest in states with high levels of generalized trust.

Suggested Citation

  • Bertsch, Christoph & Hull, Isaiah & Qi, Yingjie & Zhang, Xin, 2020. "Bank misconduct and online lending," Journal of Banking & Finance, Elsevier, vol. 116(C).
  • Handle: RePEc:eee:jbfina:v:116:y:2020:i:c:s0378426620300893
    DOI: 10.1016/j.jbankfin.2020.105822
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    1. Alexander W. Butler & Jess Cornaggia & Umit G. Gurun, 2017. "Do Local Capital Market Conditions Affect Consumers’ Borrowing Decisions?," Management Science, INFORMS, vol. 63(12), pages 4175-4187, December.
    2. Christoph Bertsch & Isaiah Hull & Xin Zhang, 2021. "Monetary Normalizations and Consumer Credit: Evidence from Fed Liftoff and Online Lending," International Journal of Central Banking, International Journal of Central Banking, vol. 17(71), pages 1-47, December.
    3. Veronica Rappoport & Enrichetta Ravina & Daniel Paravisini, 2010. "Risk Aversion and Wealth: Evidence from Person-to-Person Lending Portfolios," 2010 Meeting Papers 664, Society for Economic Dynamics.
    4. Betsey Stevenson & Justin Wolfers, 2011. "Trust in Public Institutions over the Business Cycle," American Economic Review, American Economic Association, vol. 101(3), pages 281-287, May.
    5. Belleflamme, Paul & Omrani, Nessrine & Peitz, Martin, 2015. "The economics of crowdfunding platforms," Information Economics and Policy, Elsevier, vol. 33(C), pages 11-28.
    6. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2013. "The Determinants of Attitudes toward Strategic Default on Mortgages," Journal of Finance, American Finance Association, vol. 68(4), pages 1473-1515, August.
    7. Andreas Fuster & Matthew Plosser & Philipp Schnabl & James Vickery, 2019. "The Role of Technology in Mortgage Lending," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1854-1899.
    8. Mariassunta Giannetti & Tracy Yue Wang, 2016. "Corporate Scandals and Household Stock Market Participation," Journal of Finance, American Finance Association, vol. 71(6), pages 2591-2636, December.
    9. Faia, Ester & Pagel, Michaela, 2017. "P2P Lending: Information Externalities, Social Networks and Loans Substitution," CEPR Discussion Papers 12235, C.E.P.R. Discussion Papers.
    10. Cortés, Kristle R. & Demyanyk, Yuliya & Li, Lei & Loutskina, Elena & Strahan, Philip E., 2020. "Stress tests and small business lending," Journal of Financial Economics, Elsevier, vol. 136(1), pages 260-279.
    11. Buchak, Greg & Matvos, Gregor & Piskorski, Tomasz & Seru, Amit, 2018. "Fintech, regulatory arbitrage, and the rise of shadow banks," Journal of Financial Economics, Elsevier, vol. 130(3), pages 453-483.
    12. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    13. Zanin, Luca, 2017. "Determinants of the conditional probability that a household has informal loans given liquidity constraints regarding access to credit banking channels," Journal of Behavioral and Experimental Finance, Elsevier, vol. 13(C), pages 16-24.
    14. Samuel Lee & Petra Persson, 2016. "Financing from Family and Friends," The Review of Financial Studies, Society for Financial Studies, vol. 29(9), pages 2341-2386.
    15. Mingfeng Lin & Siva Viswanathan, 2016. "Home Bias in Online Investments: An Empirical Study of an Online Crowdfunding Market," Management Science, INFORMS, vol. 62(5), pages 1393-1414, May.
    16. Sumit Agarwal & David Lucca & Amit Seru & Francesco Trebbi, 2014. "Inconsistent Regulators: Evidence from Banking," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 889-938.
    17. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2004. "The Role of Social Capital in Financial Development," American Economic Review, American Economic Association, vol. 94(3), pages 526-556, June.
    18. Umit G Gurun & Noah Stoffman & Scott E Yonker, 2018. "Trust Busting: The Effect of Fraud on Investor Behavior," The Review of Financial Studies, Society for Financial Studies, vol. 31(4), pages 1341-1376.
    19. Igor Livshits & James C. Mac Gee & Michèle Tertilt, 2016. "The Democratization of Credit and the Rise in Consumer Bankruptcies," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(4), pages 1673-1710.
    20. Luigi Zingales, 2015. "Does Finance Benefit Society?," NBER Working Papers 20894, National Bureau of Economic Research, Inc.
    21. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 463-482, December.
    22. Mark Egan & Ali Hortaçsu & Gregor Matvos, 2017. "Deposit Competition and Financial Fragility: Evidence from the US Banking Sector," American Economic Review, American Economic Association, vol. 107(1), pages 169-216, January.
    23. Gonzalez, Laura & Loureiro, Yuliya Komarova, 2014. "When can a photo increase credit? The impact of lender and borrower profiles on online peer-to-peer loans," Journal of Behavioral and Experimental Finance, Elsevier, vol. 2(C), pages 44-58.
    24. Ajay Agrawal & Christian Catalini & Avi Goldfarb, 2014. "Some Simple Economics of Crowdfunding," Innovation Policy and the Economy, University of Chicago Press, vol. 14(1), pages 63-97.
    25. Duc Duy Nguyen & Jens Hagendorff & Arman Eshraghi, 2016. "Can Bank Boards Prevent Misconduct?," Review of Finance, European Finance Association, vol. 20(1), pages 1-36.
    26. Chen, Ning & Ghosh, Arpita & Lambert, Nicolas S., 2014. "Auctions for social lending: A theoretical analysis," Games and Economic Behavior, Elsevier, vol. 86(C), pages 367-391.
    27. Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
    28. Huan Tang, 2019. "Peer-to-Peer Lenders Versus Banks: Substitutes or Complements?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1900-1938.
    29. Timothy Besley, 1995. "Nonmarket Institutions for Credit and Risk Sharing in Low-Income Countries," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 115-127, Summer.
    30. Alicia M. Robb & David T. Robinson, 2014. "The Capital Structure Decisions of New Firms," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 153-179, January.
    31. Mingfeng Lin & Nagpurnanand R. Prabhala & Siva Viswanathan, 2013. "Judging Borrowers by the Company They Keep: Friendship Networks and Information Asymmetry in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 59(1), pages 17-35, August.
    32. Robert M. Adams, 2018. "Do Marketplace Lending Platforms Offer Lower Rates to Consumers?," FEDS Notes 2018-10-22, Board of Governors of the Federal Reserve System (U.S.).
    33. Luigi Zingales, 2015. "Presidential Address: Does Finance Benefit Society?," Journal of Finance, American Finance Association, vol. 70(4), pages 1327-1363, August.
    34. de Roure, Calebe & Pelizzon, Loriana & Tasca, Paolo, 2016. "How does P2P lending fit into the consumer credit market?," Discussion Papers 30/2016, Deutsche Bundesbank.
    35. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," NBER Working Papers 20899, National Bureau of Economic Research, Inc.
    36. Juanjuan Zhang & Peng Liu, 2012. "Rational Herding in Microloan Markets," Management Science, INFORMS, vol. 58(5), pages 892-912, May.
    37. Jefferson Duarte & Stephan Siegel & Lance Young, 2012. "Trust and Credit: The Role of Appearance in Peer-to-peer Lending," The Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2455-2484.
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    3. Siemroth, Christoph & Hornuf, Lars, 2023. "Why Do Retail Investors Pick Green Investments? A Lab-in-the-Field Experiment with Crowdfunders," Journal of Economic Behavior & Organization, Elsevier, vol. 209(C), pages 74-90.
    4. Yufei Xia & Xinyi Guo & Yinguo Li & Lingyun He & Xueyuan Chen, 2022. "Deep learning meets decision trees: An application of a heterogeneous deep forest approach in credit scoring for online consumer lending," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(8), pages 1669-1690, December.
    5. Doumpos, Michalis & Zopounidis, Constantin & Gounopoulos, Dimitrios & Platanakis, Emmanouil & Zhang, Wenke, 2023. "Operational research and artificial intelligence methods in banking," European Journal of Operational Research, Elsevier, vol. 306(1), pages 1-16.
    6. Jinjin Zhang & Xin Li & Yong-Hong Kuo & Yan Chen, 2021. "Coordinating Supply Chain Financing for E-commerce Companies Through a Loan Contract," SAGE Open, , vol. 11(4), pages 21582440211, December.
    7. Pankaj Kumar Maskara & Emre Kuvvet & Gengxuan Chen, 2021. "The role of P2P platforms in enhancing financial inclusion in the United States: An analysis of peer‐to‐peer lending across the rural–urban divide," Financial Management, Financial Management Association International, vol. 50(3), pages 747-774, September.
    8. Zack Jourdan & J. Ken. Corley & Randall Valentine & Arthur M. Tran, 2023. "Fintech: A content analysis of the finance and information systems literature," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-21, December.
    9. Rita Rodríguez‐Arrojo & Manuel Luna & Camilo J. Vázquez‐Ordás & Myriam García‐Olalla, 2024. "Mapping research on corporate misconduct in banking: Lessons from literature on preventive and punitive actions," Global Policy, London School of Economics and Political Science, vol. 15(S1), pages 62-75, March.

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    More about this item

    Keywords

    Financial development; Consumer loans; Bank misconduct; FinTech;
    All these keywords.

    JEL classification:

    • A13 - General Economics and Teaching - - General Economics - - - Relation of Economics to Social Values
    • G00 - Financial Economics - - General - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • K00 - Law and Economics - - General - - - General (including Data Sources and Description)

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